Solutions / AI Workforce Governance
XOPS gives enterprises one operating model for employee and agent AI consumption, ownership, lifecycle, and cost — on the systems you already run.
AI created a second workforce. XOPS is the operating model that governs it.
Who this is for
Each of these teams already owns part of the AI estate. None of them can answer the whole question on their own, because the answer requires the other three.
Finance & cost
The invoice is accurate and useless. It does not say whether the dollar belonged to a person or an agent, and the chargeback collapses the first time a department pushes back.
CIO & IT operations
People have managers, budgets, and a joiner-mover-leaver process refined over decades. Agents have none of it, and they are already doing the work.
Security & identity
Non-human identities hold credentials and exercise authority nobody remembers delegating. Keys outlive the employees who created them.
Procurement & asset management
Every vendor sells differently and reports differently. Renewal season arrives with no defensible view of what was actually used, by whom.
The problem
Spend
Each provider meters differently, bills differently, and models users differently. The totals sit side by side and cannot be added together.
Consumption
One number covering two entirely different consumers. No single action follows from it, because the right action depends on which one it was.
Ownership
The person who owns the agent, the key it runs on, and the budget funding it live in three systems that were never joined.
Action
Retiring one agent means touching identity, finance, HR, and the vendor console by hand — so it either takes weeks or it does not happen.
Why the tools you already own cannot close this
This is not a criticism of the systems in your stack. Each was built for a job it still does well. The gap is structural: the question spans all of them, and none was designed to answer across the others.
What you already run
What it sees
What it cannot decide
Cloud cost and FinOps platforms
Invoices, accounts, commitments, trend lines
Whether the consumer was a person or an agent
Identity and access management
Who can reach what, and when access was granted
What that access consumed, and against whose budget
Security and risk tooling
Exposure, posture, anomalous behavior
Lifecycle — who owns it now, and who owns it after they leave
SaaS and software asset management
Licenses, entitlements, renewal dates
Autonomous workers, which hold no licence and appear on no seat count
Vendor consoles
Their own product, at their own grain
The same question asked identically of every other vendor
Four systems, four partial answers, and a spreadsheet to reconcile them once a quarter. What you actually need is one model where the person, the agent, the seat, the key, the budget, and the department are the same set of records — so the question can be asked once and the answer can be acted on.
That is not a report. It is an operating model.
What XOPS does
01
Person or agent, across every vendor, at the same grain — so the answers compose into one estate instead of a page of numbers that cannot be added.
02
Unattributable consumption stays in the total and is labelled unnamed. Never dropped to make the numbers reconcile, never assigned to a plausible owner to finish the report.
03
For every employee and every agent: owner, declared scope, budget, autonomy ceiling, and lifecycle — evaluated continuously, not reconciled at month end.
04
Seats, keys, owners, budgets, departments, and devices on one graph, attributed to the same org spine your people already sit on.
05
Reassign, reclaim, throttle, retire, or fund — and because the estate is one model, the decision travels. Ownership, budget, and policy move together across HR, identity, and finance rather than becoming four tickets.
Business outcomes
Showback that survives contact with a department head, because every named dollar is defensible and the unnamed portion is explicit rather than hidden.
Idle seats, over-provisioned personas, redundant assistants doing one job, and credentials still live after their owner departed — each routed to an owner with an action.
Every agent resolves to an accountable human and an autonomy ceiling somebody consciously set — or is explicitly ownerless with a queue, not a blind spot.
Provisioning, reassignment, suspension, and retirement handled with the same discipline as joiner-mover-leaver — including the departures that used to leave agents spending.
How many autonomous workers, who owns them, what authority they hold, what prevents runaway spend, what they cost, and what the maximum exposure of any single one actually is. Point tools cannot produce that view because each holds a quarter of it.
Illustrative scenario
One decision, followed end to end
XOPS already knew Employee A owned Agent X, that it runs on API Key K, bills to Cost Center C, spends about 2.3M tokens a day against an $8,000/month budget, and reports to Manager B.
Without one model
HR processes the termination. Identity deprovisions the person. The offboarding ticket closes. Agent X keeps running on a valid key, funded by a budget whose owner has left, until finance finds it at quarter close 90 days later.
With XOPS
The termination event identifies every assistant, key, and agent Employee A owned. Manager B gets a single choice — reassign or retire — with spend, budget, and downstream impact shown first. Either way, ownership, credentials, and budget move together.
Illustrative scenario, shown to demonstrate the operating model, not a live result.
Start where the gap is
A 15-minute working session against an estate that resembles yours. No prep required.
AI created a second workforce. XOPS is the enterprise operating model that governs it.
Your next workforce doesn't report to HR.
It reports to XOPS.
